{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "from PIL import Image,ImageDraw\n",
    "import PIL.Image as IMG"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# -*- coding: utf-8 -*- \n",
    "\n",
    "def file(filename):\n",
    "    file_object = open(filename,'r')\n",
    "    return file_object\n",
    "\n",
    "my_data=[['slashdot','USA','yes',18,'None'],\n",
    "\t\t\t\t['google','France','yes',23,'Premium'],\n",
    "\t\t\t\t['digg','USA','yes',24,'Basic'],\n",
    "\t\t\t\t['kiwitobes','France','yes',23,'Basic'],\n",
    "\t\t\t\t['google','UK','no',21,'Premium'],\n",
    "\t\t\t\t['(direct)','New Zealand','no',12,'None'],\n",
    "\t\t\t\t['(direct)','UK','no',21,'Basic'],\n",
    "\t\t\t\t['google','USA','no',24,'Premium'],\n",
    "\t\t\t\t['slashdot','France','yes',19,'None'],\n",
    "\t\t\t\t['digg','USA','no',18,'None'],\n",
    "\t\t\t\t['google','UK','no',18,'None'],\n",
    "\t\t\t\t['kiwitobes','UK','no',19,'None'],\n",
    "\t\t\t\t['digg','New Zealand','yes',12,'Basic'],\n",
    "\t\t\t\t['slashdot','UK','no',21,'None'],\n",
    "\t\t\t\t['google','UK','yes',18,'Basic'],\n",
    "\t\t\t\t['kiwitobes','France','yes',19,'Basic']]\n",
    "\n",
    "class decisionnode:\n",
    "\tdef __init__(self,col=-1,value=None,results=None,tb=None,fb=None):\n",
    "\t\tself.col=col\n",
    "\t\tself.value=value\n",
    "\t\tself.results=results\n",
    "\t\tself.tb=tb\n",
    "\t\tself.fb=fb\n",
    "\n",
    "def getwidth(tree):\n",
    "\tif tree.tb==None and tree.fb==None: return 1\n",
    "\treturn getwidth(tree.tb)+getwidth(tree.fb)\n",
    "\n",
    "def getdepth(tree):\n",
    "\tif tree.tb==None and tree.fb==None: return 0\n",
    "\treturn max(getdepth(tree.tb),getdepth(tree.fb))+1\n",
    "\n",
    "def variance(rows):\n",
    "\tif len(rows)==0: return 0\n",
    "\tdata=[float(row[len(row)-1]) for row in rows]\n",
    "\tmean=sum(data)/len(data)\n",
    "\tvariance=sum([(d-mean)**2 for d in data])/len(data)\n",
    "\treturn variance\n",
    "\n",
    "def buildtree(rows,scoref=entropy):\n",
    "\tif len(rows)==0: return decisionnode()\n",
    "\tcurrent_score=scoref(rows)\n",
    "\n",
    "\t# Set up some variables to track the best criteria\n",
    "\tbest_gain=0.0\n",
    "\tbest_criteria=None\n",
    "\tbest_sets=None\n",
    "\t\n",
    "\tcolumn_count=len(rows[0])-1\n",
    "\tfor col in range(0,column_count):\n",
    "\t\t# Generate the list of different values in\n",
    "\t\t# this column\n",
    "\t\tcolumn_values={}\n",
    "\t\tfor row in rows:\n",
    "\t\t\t column_values[row[col]]=1\n",
    "\t\t# Now try dividing the rows up for each value\n",
    "\t\t# in this column\n",
    "\t\tfor value in column_values.keys():\n",
    "\t\t\t(set1,set2)=divideset(rows,col,value)\n",
    "\t\t\t\n",
    "\t\t\t# Information gain\n",
    "\t\t\tp=float(len(set1))/len(rows)\n",
    "\t\t\tgain=current_score-p*scoref(set1)-(1-p)*scoref(set2)\n",
    "\t\t\tif gain>best_gain and len(set1)>0 and len(set2)>0:\n",
    "\t\t\t\tbest_gain=gain\n",
    "\t\t\t\tbest_criteria=(col,value)\n",
    "\t\t\t\tbest_sets=(set1,set2)\n",
    "\t# Create the sub branches   \n",
    "\tif best_gain>0:\n",
    "\t\ttrueBranch=buildtree(best_sets[0])\n",
    "\t\tfalseBranch=buildtree(best_sets[1])\n",
    "\t\treturn decisionnode(col=best_criteria[0],value=best_criteria[1],\n",
    "\t\t\t\t\t\t\t\t\t\t\t\ttb=trueBranch,fb=falseBranch)\n",
    "\telse:\n",
    "\t\treturn decisionnode(results=uniquecounts(rows))\n",
    "\n",
    "def printtree(tree,indent=''):\n",
    "\t # Is this a leaf node?\n",
    "\tif tree.results!=None:\n",
    "\t\t\tprint (str(tree.results))\n",
    "\telse:\n",
    "\t\t\t# Print the criteria\n",
    "\t\t\tprint (str(tree.col)+':'+str(tree.value)+'? ')\n",
    "\n",
    "\t\t\t# Print the branches\n",
    "\t\t\tprint (indent+'T->'),\n",
    "\t\t\tprinttree(tree.tb,indent+'  ')\n",
    "\t\t\tprint (indent+'F->'),\n",
    "\t\t\tprinttree(tree.fb,indent+'  ')\n",
    "\n",
    "def drawtree(tree,jpeg='tree.jpg'):\n",
    "\tw=getwidth(tree)*100\n",
    "\th=getdepth(tree)*100+120\n",
    "\n",
    "\timg=Image.new('RGB',(w,h),(255,255,255))\n",
    "\tdraw=ImageDraw.Draw(img)\n",
    "\n",
    "\tdrawnode(draw,tree,w/2,20)\n",
    "\timg.save(jpeg,'JPEG')\n",
    "\t\n",
    "\n",
    "def drawnode(draw,tree,x,y):\n",
    "\tif tree.results==None:\n",
    "\t\t# Get the width of each branch\n",
    "\t\tw1=getwidth(tree.fb)*100\n",
    "\t\tw2=getwidth(tree.tb)*100\n",
    "\n",
    "\t\t# Determine the total space required by this node\n",
    "\t\tleft=x-(w1+w2)/2\n",
    "\t\tright=x+(w1+w2)/2\n",
    "\n",
    "\t\t# Draw the condition string\n",
    "\t\tdraw.text((x-20,y-10),str(tree.col)+':'+str(tree.value),(0,0,0))\n",
    "\n",
    "\t\t# Draw links to the branches\n",
    "\t\tdraw.line((x,y,left+w1/2,y+100),fill=(255,0,0))\n",
    "\t\tdraw.line((x,y,right-w2/2,y+100),fill=(255,0,0))\n",
    "\t\t\n",
    "\t\t# Draw the branch nodes\n",
    "\t\tdrawnode(draw,tree.fb,left+w1/2,y+100)\n",
    "\t\tdrawnode(draw,tree.tb,right-w2/2,y+100)\n",
    "\telse:\n",
    "\t\ttxt=' \\n'.join(['%s:%d'%v for v in tree.results.items()])\n",
    "\t\tdraw.text((x-20,y),txt,(0,0,0))\n",
    "\n",
    "def prune(tree,mingain):\n",
    "\t# If the branches aren't leaves, then prune them\n",
    "\tif tree.tb.results==None:\n",
    "\t\tprune(tree.tb,mingain)\n",
    "\tif tree.fb.results==None:\n",
    "\t\tprune(tree.fb,mingain)\n",
    "\t\t\n",
    "\t# If both the subbranches are now leaves, see if they\n",
    "\t# should merged\n",
    "\tif tree.tb.results!=None and tree.fb.results!=None:\n",
    "\t\t# Build a combined dataset\n",
    "\t\ttb,fb=[],[]\n",
    "\t\tfor v,c in tree.tb.results.items():\n",
    "\t\t\ttb+=[[v]]*c\n",
    "\t\tfor v,c in tree.fb.results.items():\n",
    "\t\t\tfb+=[[v]]*c\n",
    "\t\t\n",
    "\t\t# Test the reduction in entropy\n",
    "\t\tdelta=entropy(tb+fb)-(entropy(tb)+entropy(fb)/2)\n",
    "\n",
    "\t\tif delta<mingain:\n",
    "\t\t\t# Merge the branches\n",
    "\t\t\ttree.tb,tree.fb=None,None\n",
    "\t\t\ttree.results=uniquecounts(tb+fb)\n",
    "\n",
    "def classify(observation,tree):\n",
    "\tif tree.results!=None:\n",
    "\t\treturn tree.results\n",
    "\telse:\n",
    "\t\tv=observation[tree.col]\n",
    "\t\tbranch=None\n",
    "\t\tif isinstance(v,int) or isinstance(v,float):\n",
    "\t\t\tif v>=tree.value: branch=tree.tb\n",
    "\t\t\telse: branch=tree.fb\n",
    "\t\telse:\n",
    "\t\t\tif v==tree.value: branch=tree.tb\n",
    "\t\t\telse: branch=tree.fb\n",
    "\t\treturn classify(observation,branch)\n",
    "\n",
    "def mdclassify(observation,tree):\n",
    "\tif tree.results!=None:\n",
    "\t\treturn tree.results\n",
    "\telse:\n",
    "\t\tv=observation[tree.col]\n",
    "\t\tif v==None:\n",
    "\t\t\ttr,fr=mdclassify(observation,tree.tb),mdclassify(observation,tree.fb)\n",
    "\t\t\ttcount=sum(tr.values())\n",
    "\t\t\tfcount=sum(fr.values())\n",
    "\t\t\ttw=float(tcount)/(tcount+fcount)\n",
    "\t\t\tfw=float(fcount)/(tcount+fcount)\n",
    "\t\t\tresult={}\n",
    "\t\t\tfor k,v in tr.items(): result[k]=v*tw\n",
    "\t\t\tfor k,v in fr.items(): result[k]=v*fw      \n",
    "\t\t\treturn result\n",
    "\t\telse:\n",
    "\t\t\tif isinstance(v,int) or isinstance(v,float):\n",
    "\t\t\t\tif v>=tree.value: branch=tree.tb\n",
    "\t\t\t\telse: branch=tree.fb\n",
    "\t\t\telse:\n",
    "\t\t\t\tif v==tree.value: branch=tree.tb\n",
    "\t\t\t\telse: branch=tree.fb\n",
    "\t\t\treturn mdclassify(observation,branch)\n",
    "\n",
    "# Divides a set on a specific column. Can handle numeric\n",
    "# or nominal values\n",
    "def divideset(rows,column,value):\n",
    "\t # Make a function that tells us if a row is in \n",
    "\t # the first group (true) or the second group (false)\n",
    "\tsplit_function=None\n",
    "\tif isinstance(value,int) or isinstance(value,float):\n",
    "\t\t\tsplit_function=lambda row:row[column]>=value\n",
    "\telse:\n",
    "\t\t\tsplit_function=lambda row:row[column]==value\n",
    "\t \n",
    "\t # Divide the rows into two sets and return them\n",
    "\tset1=[row for row in rows if split_function(row)]\n",
    "\tset2=[row for row in rows if not split_function(row)]\n",
    "\treturn (set1,set2)\n",
    "\n",
    "# Create counts of possible results (the last column of \n",
    "# each row is the result)\n",
    "def uniquecounts(rows):\n",
    "\tresults={}\n",
    "\tfor row in rows:\n",
    "\t\t\t# The result is the last column\n",
    "\t\t\tr=row[len(row)-1]\n",
    "\t\t\tif r not in results: results[r]=0\n",
    "\t\t\tresults[r]+=1\n",
    "\treturn results\n",
    "\n",
    "# Probability that a randomly placed item will\n",
    "# be in the wrong category\n",
    "\n",
    "def giniimpurity(rows):\n",
    "\ttotal=len(rows)\n",
    "\tcounts=uniquecounts(rows)\n",
    "\timp=0\n",
    "\tfor k1 in counts:\n",
    "\t\tp1=float(counts[k1])/total\n",
    "\t\tfor k2 in counts:\n",
    "\t\t\tif k1==k2: continue\n",
    "\t\t\tp2=float(counts[k2])/total\n",
    "\t\t\timp+=p1*p2\n",
    "\treturn imp\n",
    "\n",
    "# Entropy is the sum of p(x)log(p(x)) across all \n",
    "# the different possible results\n",
    "def entropy(rows):\n",
    "\tfrom math import log\n",
    "\tlog2=lambda x:log(x)/log(2)  \n",
    "\tresults=uniquecounts(rows)\n",
    "\t # Now calculate the entropy\n",
    "\tent=0.0\n",
    "\tfor r in results.keys():\n",
    "\t\t\tp=float(results[r])/len(rows)\n",
    "\t\t\tent=ent-p*log2(p)\n",
    "\treturn ent"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "from treepredict import *"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "set1: [['google', 'France', 'yes', 23, 'Premium'], ['digg', 'USA', 'yes', 24, 'Basic'], ['kiwitobes', 'France', 'yes', 23, 'Basic'], ['google', 'UK', 'no', 21, 'Premium'], ['(direct)', 'UK', 'no', 21, 'Basic'], ['google', 'USA', 'no', 24, 'Premium'], ['slashdot', 'UK', 'no', 21, 'None']]\n",
      "set2: [['slashdot', 'USA', 'yes', 18, 'None'], ['(direct)', 'New Zealand', 'no', 12, 'None'], ['slashdot', 'France', 'yes', 19, 'None'], ['digg', 'USA', 'no', 18, 'None'], ['google', 'UK', 'no', 18, 'None'], ['kiwitobes', 'UK', 'no', 19, 'None'], ['digg', 'New Zealand', 'yes', 12, 'Basic'], ['google', 'UK', 'yes', 18, 'Basic'], ['kiwitobes', 'France', 'yes', 19, 'Basic']]\n"
     ]
    }
   ],
   "source": [
    "set1,set2=divideset(my_data,3,20)\n",
    "print('set1:',set1)\n",
    "print('set2:',set2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.6328125"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "giniimpurity(my_data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1.5052408149441479"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "entropy(my_data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "entropy:  1.2987949406953985\n",
      "giniimpurity: 0.53125\n"
     ]
    }
   ],
   "source": [
    "set1,set2=divideset(my_data,2,'yes')\n",
    "print('entropy: ',entropy(set1))\n",
    "print('giniimpurity:',giniimpurity(set1))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "tree=buildtree(my_data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0:google? \n",
      "T->\n",
      "3:21? \n",
      "  T->\n",
      "{'Premium': 3}\n",
      "  F->\n",
      "2:no? \n",
      "    T->\n",
      "{'None': 1}\n",
      "    F->\n",
      "{'Basic': 1}\n",
      "F->\n",
      "0:slashdot? \n",
      "  T->\n",
      "{'None': 3}\n",
      "  F->\n",
      "2:yes? \n",
      "    T->\n",
      "{'Basic': 4}\n",
      "    F->\n",
      "3:21? \n",
      "      T->\n",
      "{'Basic': 1}\n",
      "      F->\n",
      "{'None': 3}\n"
     ]
    }
   ],
   "source": [
    "printtree(tree)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "drawtree(tree,jpeg='treeview.jpg')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<PIL.JpegImagePlugin.JpegImageFile image mode=RGB size=700x520 at 0x4C68030>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "display(IMG.open('treeview.jpg'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<PIL.JpegImagePlugin.JpegImageFile image mode=RGB size=700x520 at 0x4CA86B0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "prune(tree,0.1)\n",
    "drawtree(tree,jpeg='treeview_p1.jpg')\n",
    "display(IMG.open('treeview_p1.jpg'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<PIL.JpegImagePlugin.JpegImageFile image mode=RGB size=400x420 at 0x3F273F0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "prune(tree,1)\n",
    "drawtree(tree,jpeg='treeview_p2.jpg')\n",
    "display(IMG.open('treeview_p2.jpg'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'Basic': 4}"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tree=buildtree(my_data)\n",
    "classify(['(direct)','USA','yes',5],tree)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'Premium': 2.25, 'Basic': 0.25}"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mdclassify(['google',None,'yes',None],tree)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'Premium': 2.25, 'None': 0.125, 'Basic': 0.125}"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mdclassify(['google','France',None,None],tree)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
